Grid foundation models will be judged not by benchmark accuracy but by whether utilities can trust their outputs in real operations. Drawingon GE Vernova’s experience integrating fragmented utility data at scale, this keynote argues that the decisive bottleneck is not model architecture but a validated, trusted, as-operated state of the network, the shared foundation on which both foundation modelsand operational digital twins must be built.